AP Statistics · Topic 4.2

Estimating Probabilities Using Simulation Practice

Part of Probability, Random Variables, and Probability Distributions.(UNC-2.A)

Practice questions

5

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Sample questions

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  1. Sample 1difficulty 2/5

    To simulate an event with probability 0.3, digits 0, 1, 2 represent success.

    Random digits 0-9 0,1,2 = success (P=0.3) 3-9 = failure Stream: 8 1 4 7 2 0 5

    In the stream 8 1 4 7 2 0 5, how many successes occurred?

    • A

      4

    • B

      1

    • C

      2

    • D

      3

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    Why

    Successes are digits 0, 1, 2: the digits 1, 2, 0 = 3 successes.

  2. Sample 2difficulty 3/5

    Simulating an experiment many times and computing the relative frequency estimates

    • A

      The variance of the population

    • B

      The probability empirically (more accurate as repetitions increase)

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    • C

      Nothing useful

    • D

      The exact probability

    Why

    Simulation gives Monte Carlo estimates of probabilities.

  3. Sample 3difficulty 3/5

    The Law of Large Numbers says

    • A

      Mean = SD

    • B

      Sample mean approaches population mean as n grows

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    • C

      Probability changes with each trial

    • D

      Sample size shrinks

    Why

    LLN: x̄ → μ as n → ∞.

  4. Sample 4difficulty 3/5

    To simulate a 30% probability event using a random number generator producing values 0-99.

    Random integers 0 to 99 P(success) = 0.30 0-29 30-99

    Which assignment is correct?

    • A

      1-30 = success, 31-100 = failure

    • B

      0-3 = success

    • C

      0-29 = success, 30-99 = failure

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    • D

      0-30 = success

    Why

    30 outcomes (0-29) out of 100 represent the 30% probability of success.

  5. Sample 5difficulty 3/5

    Running 10,000 simulations and getting 4,328 "successes" estimates p as

    • A

      0.5

    • B

      0.4328

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    • C

      1/10000

    • D

      4328

    Why

    Estimate = number of successes / number of trials.